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Conceptual Recombination: A method for producing exploratory and transformational creativity in creative works

机译:概念重组:一种在创作作品中产生探索性和变革性创造力的方法

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Computational creativity researchers have long been searching for a reliable creative method of generating transformational creativity in Creativity Support Tools, in vain, especially when these systems are supposed to take in a user's unfinished creative work and produce representational and creative outputs as continuations to the user input. In this paper we propose a new creative method called Conceptual Recombination to take up this challenge. We first define creative work for this study followed by creative work ontology to be the theoretical background of Conceptual Recombination. We further refer to application ontology and regard Conceptual Recombination as the task model for creative work ontology. In this task model there are three levels of prediction leading to the formations of output features, output structures, and their combinations as the final system outputs constrained by rules, biases, and homeo-morphism. Furthermore, this new creative method allows the use of exploratory creativity on structures and transformational creativity on features to attain a balance between usefulness and novelty in system outputs. A 7-tuple computational model and the search mechanisms for exploratory and transformational creativity are also defined for it. Lastly, we evaluate Conceptual Recombination with our case study about producing a 2-dimensional asymmetrical shape with a given symmetrical shape to demonstrate its practicality and conclude that it not only offers a new reliable creative method for Creativity Support Tools, but also provides an objective evaluation method for transformational creativity.
机译:计算创造力研究人员长期以来一直在寻找创造力支持工具中产生转化创造力的可靠创造方法,但徒劳无功,特别是当这些系统被认为要接受用户未完成的创造工作并产生代表性和创造性输出作为用户输入的延续时,是徒劳的。在本文中,我们提出了一种新的创造性方法,称为概念重组来应对这一挑战。我们首先为这项研究定义创意作品,然后将创意作品本体作为概念重组的理论背景。我们进一步引用应用程序本体,并将概念重组作为创意工作本体的任务模型。在此任务模型中,存在三个预测级别,这些预测导致输出特征,输出结构及其组合的形成,因为最终系统的输出受规则,偏差和同胚性约束。此外,这种新的创意方法允许在结构上使用探索性创意,在特征上使用变换性创意,以在系统输出的有用性和新颖性之间取得平衡。还定义了一个7元组的计算模型以及探索性和变革性创造力的搜索机制。最后,我们使用案例研究对概念重组进行了评估,该案例研究产生具有给定对称形状的二维不对称形状以证明其实用性,并得出结论,它不仅为创造力支持工具提供了一种可靠的新创作方法,而且还提供了客观评估创造力的方法。

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